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Mutual Information Based Learning Rate Decay for Stochastic Gradient Descent Training of Deep Neural Networks

This paper demonstrates a novel approach to training deep neural networks using a Mutual Information (MI)-driven, decaying Learning Rate (LR), Stochastic Gradient Descent (SGD) algorithm. MI between the output of the neural network and true outcomes is used to adaptively set the LR for the network,...

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書誌詳細
第一著者: Shrihari Vasudevan
フォーマット: Artigo
言語:Inglês
出版事項: MDPI AG 2020-05-01
シリーズ:Entropy
主題:
オンライン・アクセス:https://www.mdpi.com/1099-4300/22/5/560
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